SOTAVerified

Mortality Prediction

Papers

Showing 6170 of 189 papers

TitleStatusHype
Characterizing the Value of Information in Medical NotesCode0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
FedScore: A privacy-preserving framework for federated scoring system developmentCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual ThinkingCode0
Fast and Interpretable Mortality Risk Scores for Critical Care PatientsCode0
Feature importance to explain multimodal prediction models. A clinical use caseCode0
Enriching Unsupervised User Embedding via Medical ConceptsCode0
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality PredictionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestF1 score0.97Unverified
2Gaussian SVMF1 score0.96Unverified
3Decision TreeF1 score0.91Unverified
4Boosted TreesF1 score0.87Unverified
5ELECTRA (pretrained)Accuracy0.84Unverified
6ELECTRA (from scratch)Accuracy0.83Unverified
7LSTM+SA (pretrained)Accuracy0.83Unverified
8LSTM (pretrained)Accuracy0.83Unverified
9K-NNF1 score0.82Unverified
10LSTM+SA (from scratch)Accuracy0.8Unverified